CA2682267C - Method, apparatus and computer program for analysing medical image data - Google Patents

Method, apparatus and computer program for analysing medical image data Download PDF

Info

Publication number
CA2682267C
CA2682267C CA2682267A CA2682267A CA2682267C CA 2682267 C CA2682267 C CA 2682267C CA 2682267 A CA2682267 A CA 2682267A CA 2682267 A CA2682267 A CA 2682267A CA 2682267 C CA2682267 C CA 2682267C
Authority
CA
Canada
Prior art keywords
texture
image data
ratio
medical image
image
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CA2682267A
Other languages
English (en)
French (fr)
Other versions
CA2682267A1 (en
Inventor
Balaji Ganeshan
Kenneth Alan Miles
Rupert Charles David Young
Christopher Reginald Chatwin
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
TEXRAD Ltd
Original Assignee
University of Sussex
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by University of Sussex filed Critical University of Sussex
Publication of CA2682267A1 publication Critical patent/CA2682267A1/en
Application granted granted Critical
Publication of CA2682267C publication Critical patent/CA2682267C/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/40—Analysis of texture
    • G06T7/41—Analysis of texture based on statistical description of texture
    • G06T7/44—Analysis of texture based on statistical description of texture using image operators, e.g. filters, edge density metrics or local histograms
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10081—Computed x-ray tomography [CT]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G06T2207/10088—Magnetic resonance imaging [MRI]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30028—Colon; Small intestine
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30056—Liver; Hepatic
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30092—Stomach; Gastric
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Public Health (AREA)
  • Probability & Statistics with Applications (AREA)
  • Quality & Reliability (AREA)
  • Biomedical Technology (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Multimedia (AREA)
  • Databases & Information Systems (AREA)
  • Pathology (AREA)
  • Data Mining & Analysis (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
  • Image Processing (AREA)
CA2682267A 2007-03-19 2008-03-19 Method, apparatus and computer program for analysing medical image data Active CA2682267C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
GB0705223.6 2007-03-19
GBGB0705223.6A GB0705223D0 (en) 2007-03-19 2007-03-19 Method, apparatus and computer program for analysing medical image data
PCT/GB2008/000977 WO2008114016A2 (en) 2007-03-19 2008-03-19 Method, apparatus and computer program for analysing medica image data

Publications (2)

Publication Number Publication Date
CA2682267A1 CA2682267A1 (en) 2008-09-25
CA2682267C true CA2682267C (en) 2013-01-22

Family

ID=38008671

Family Applications (1)

Application Number Title Priority Date Filing Date
CA2682267A Active CA2682267C (en) 2007-03-19 2008-03-19 Method, apparatus and computer program for analysing medical image data

Country Status (8)

Country Link
US (3) US20100142775A1 (de)
EP (2) EP2846293A3 (de)
JP (1) JP5474758B2 (de)
CA (1) CA2682267C (de)
DK (1) DK2137672T3 (de)
ES (1) ES2532680T3 (de)
GB (1) GB0705223D0 (de)
WO (1) WO2008114016A2 (de)

Families Citing this family (28)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107095686A (zh) * 2009-01-19 2017-08-29 皇家飞利浦电子股份有限公司 列表模式pet成像中的区域重建和定量评估
WO2012010873A1 (en) 2010-07-21 2012-01-26 Mbda Uk Limited Image processing method
JP5576775B2 (ja) * 2010-11-29 2014-08-20 オリンパス株式会社 画像処理装置、画像処理方法、及び画像処理プログラム
US9036883B2 (en) 2011-01-10 2015-05-19 The Regents Of The University Of Michigan System and methods for detecting liver disease
JP5912358B2 (ja) 2011-09-14 2016-04-27 株式会社トプコン 眼底観察装置
RU2015120325A (ru) 2012-10-31 2016-12-20 Конинклейке Филипс Н.В. Визуализация перфузии
JP6062955B2 (ja) * 2012-11-16 2017-01-18 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカＰａｎａｓｏｎｉｃ Ｉｎｔｅｌｌｅｃｔｕａｌ Ｐｒｏｐｅｒｔｙ Ｃｏｒｐｏｒａｔｉｏｎ ｏｆ Ａｍｅｒｉｃａ カメラ、カメラシステム、及び自己診断方法
US9552649B2 (en) * 2012-11-20 2017-01-24 Koninklijke Philips N.V. Integrated phenotyping employing image texture features
EP2936430B1 (de) 2012-12-20 2018-10-31 Koninklijke Philips N.V. Quantitative bildgebung
EP2793164A1 (de) 2013-04-19 2014-10-22 Stichting Maastricht Radiation Oncology "Maastro Clinic" Verfahren und System zur Bestimmung eines Phänotyps von Neoplasma in einem Menschen- oder Tierkörper
US9270919B2 (en) * 2013-09-24 2016-02-23 Karl Storz Imaging, Inc. Simultaneous display of two or more different sequentially processed images
EP3048977B1 (de) * 2013-09-25 2018-12-26 Black, Richard R. Patientenspezifische analyse von positronenemissionstomografiedaten
US11382586B2 (en) 2013-09-25 2022-07-12 Richard R. Black Patient-specific analysis of raw positron emission tomography data
US9092691B1 (en) 2014-07-18 2015-07-28 Median Technologies System for computing quantitative biomarkers of texture features in tomographic images
GB2529671B (en) * 2014-08-28 2017-03-08 Canon Kk Transformation of 3-D object for object segmentation in 3-D medical image
JP6345881B2 (ja) 2014-10-30 2018-06-20 コーニンクレッカ フィリップス エヌ ヴェＫｏｎｉｎｋｌｉｊｋｅ Ｐｈｉｌｉｐｓ Ｎ．Ｖ． 画像データ用のテクスチャ解析マップ
US20160203263A1 (en) 2015-01-08 2016-07-14 Imbio Systems and methods for analyzing medical images and creating a report
GB201508141D0 (en) * 2015-05-13 2015-06-24 Biomediq As Extraction of a bias field invariant measure from an image
WO2017075077A1 (en) * 2015-10-26 2017-05-04 The Johns Hopkins University Automated generation of sentence-based descriptors from imaging data
US20170262583A1 (en) 2016-03-11 2017-09-14 International Business Machines Corporation Image processing and text analysis to determine medical condition
US11120888B2 (en) 2016-08-15 2021-09-14 Imaging Endpoints II LLC Systems and methods for predicting lung cancer immune therapy responsiveness using quantitative textural analysis
DE102017203248B3 (de) * 2017-02-28 2018-03-22 Siemens Healthcare Gmbh Verfahren zum Bestimmen einer Biopsieposition, Verfahren zum Optimieren eines Positionsbestimmungsalgorithmus, Positionsbestimmungseinheit, bildgebende medizinische Vorrichtung, Computerprogrammprodukte und computerlesbare Speichermedien
US10332634B2 (en) * 2017-03-14 2019-06-25 Imaging Endpoints II LLC Systems and methods for reliably diagnosing breast cancer using quantitative textural analysis
US11699070B2 (en) 2019-03-05 2023-07-11 Samsung Electronics Co., Ltd Method and apparatus for providing rotational invariant neural networks
EP4116992A4 (de) * 2020-03-06 2024-04-10 Lunit Inc. Verfahren und system zur vorhersage der expression von biomarkern aus medizinischen bildern
RU2741698C1 (ru) * 2020-06-03 2021-01-28 Федеральное государственное бюджетное образовательное учреждение высшего образования "Смоленский государственный медицинский университет" министерства здравоохранения Российской Федерации Способ дифференциальной диагностики стеатоза, гепатита, цирроза алкогольного генеза
WO2022065877A1 (en) * 2020-09-24 2022-03-31 D&P Biotech Ltd. Method of predicting prognosis of patient with adenocarcinoma using image feature
KR102547148B1 (ko) * 2023-02-08 2023-06-23 주식회사 포지큐브 이미지 판별 방법 및 그 시스템

Family Cites Families (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4905296A (en) * 1986-07-22 1990-02-27 Schlumberger Systems & Services, Inc. System for shape recognition
JPH03102477A (ja) * 1989-06-26 1991-04-26 Fuji Photo Film Co Ltd 放射線画像処理装置
US5274715A (en) * 1989-09-21 1993-12-28 Hsu Shin Yi Characterizing image texture
US5825936A (en) * 1994-09-22 1998-10-20 University Of South Florida Image analyzing device using adaptive criteria
FR2733336A1 (fr) * 1995-04-20 1996-10-25 Philips Electronique Lab Procede et dispositif de traitement d'images pour la detection automatique d'objets dans des images numerisees
US5946425A (en) * 1996-06-03 1999-08-31 Massachusetts Institute Of Technology Method and apparatus for automatic alingment of volumetric images containing common subject matter
US6466687B1 (en) * 1997-02-12 2002-10-15 The University Of Iowa Research Foundation Method and apparatus for analyzing CT images to determine the presence of pulmonary tissue pathology
WO1998037811A1 (en) * 1997-02-28 1998-09-03 Electro-Optical Sciences, Inc. Systems and methods for the multispectral imaging and characterization of skin tissue
US6970587B1 (en) * 1997-08-28 2005-11-29 Icad, Inc. Use of computer-aided detection system outputs in clinical practice
JP2000126182A (ja) * 1998-10-27 2000-05-09 Mitani Sangyo Co Ltd 腫瘍診断方法
US6801645B1 (en) * 1999-06-23 2004-10-05 Icad, Inc. Computer aided detection of masses and clustered microcalcifications with single and multiple input image context classification strategies
US6454560B1 (en) * 2000-10-31 2002-09-24 Peter Chen Child resistant piezoelectric lighter
US7023447B2 (en) * 2001-05-02 2006-04-04 Eastman Kodak Company Block sampling based method and apparatus for texture synthesis
JP3806694B2 (ja) * 2001-05-04 2006-08-09 バイオサイト インコーポレイテッド 急性冠状動脈症候群の診断マーカーおよびその使用方法
AU2002341671A1 (en) * 2001-09-14 2003-04-01 Cornell Research Foundation, Inc. System, method and apparatus for small pulmonary nodule computer aided diagnosis from computed tomography scans
WO2003098522A1 (en) * 2002-05-17 2003-11-27 Pfizer Products Inc. Apparatus and method for statistical image analysis
JP4409166B2 (ja) * 2002-12-05 2010-02-03 オリンパス株式会社 画像処理装置
US7660443B2 (en) * 2003-04-28 2010-02-09 Panasonic Corporation Artificial eye distinguishing method and device, artificial eye distinguishing program, iris recognition method, false printed matter distinguishing method, and image distinguishing method
US7761240B2 (en) * 2004-08-11 2010-07-20 Aureon Laboratories, Inc. Systems and methods for automated diagnosis and grading of tissue images
JP2006325638A (ja) * 2005-05-23 2006-12-07 Konica Minolta Medical & Graphic Inc 異常陰影候補の検出方法及び医用画像処理システム
US8472682B2 (en) * 2005-09-12 2013-06-25 Dvp Technologies Ltd. Medical image processing
EP1916624B1 (de) * 2006-10-25 2016-11-23 Agfa HealthCare NV Verfahren zur Segmentierung eines digitalen medizinischen Bildes
KR101114698B1 (ko) * 2010-01-29 2012-02-29 삼성전자주식회사 이미지 특성에 따라 에지를 강조하기 위한 이미지 생성 장치 및 방법

Also Published As

Publication number Publication date
US20100142775A1 (en) 2010-06-10
GB0705223D0 (en) 2007-04-25
JP2010531155A (ja) 2010-09-24
EP2846293A3 (de) 2015-03-25
WO2008114016A2 (en) 2008-09-25
WO2008114016A3 (en) 2008-12-31
ES2532680T3 (es) 2015-03-30
US20180189594A1 (en) 2018-07-05
EP2846293A2 (de) 2015-03-11
EP2137672B1 (de) 2014-12-17
JP5474758B2 (ja) 2014-04-16
CA2682267A1 (en) 2008-09-25
EP2137672A2 (de) 2009-12-30
US20200372281A1 (en) 2020-11-26
DK2137672T3 (da) 2015-03-16

Similar Documents

Publication Publication Date Title
US20200372281A1 (en) Method, apparatus and computer program for analysing medical image data
Chitalia et al. Role of texture analysis in breast MRI as a cancer biomarker: A review
Ganeshan et al. Texture analysis in non-contrast enhanced CT: impact of malignancy on texture in apparently disease-free areas of the liver
Kimori Mathematical morphology-based approach to the enhancement of morphological features in medical images
US8503742B2 (en) Method for mass candidate detection and segmentation in digital mammograms
Ganeshan et al. In search of biologic correlates for liver texture on portal-phase CT
JP2010504129A (ja) 肺結節の高度コンピュータ支援診断
US8144953B2 (en) Multi-scale analysis of signal enhancement in breast MRI
US7457448B2 (en) Method and system for wavelet based detection of colon polyps
Reiser et al. Automated detection of microcalcification clusters for digital breast tomosynthesis using projection data only: a preliminary study
Beheshti et al. Classification of abnormalities in mammograms by new asymmetric fractal features
Osman et al. The effect of filtering algorithms for breast ultrasound lesions segmentation
Kaur et al. Computer-aided diagnosis of renal lesions in CT images: a comprehensive survey and future prospects
Samala et al. Analysis of computer-aided detection techniques and signal characteristics for clustered microcalcifications on digital mammography and digital breast tomosynthesis
Ganeshan et al. Heterogeneity of focal breast lesions and surrounding tissue assessed by mammographic texture analysis: preliminary evidence of an association with tumor invasion and estrogen receptor status
Rezaie et al. Detection of lung nodules on medical images by the use of fractal segmentation
WO2014194160A1 (en) Automated percentage of breast density measurements for full field digital mammography
Thyagarajan et al. Segmentation of Digital Breast Tomograms using clustering techniques
Thangaraju et al. Detection of microcalcification clusters using hessian matrix and foveal segmentation method on multiscale analysis in digital mammograms
Sørensen et al. Learning COPD sensitive filters in pulmonary CT
Karahaliou et al. A texture analysis approach for characterizing microcalcifications on mammograms
Burhan et al. Improved methods for mammogram breast cancer using by denoising filtering
Young M radium
Chang et al. Three comparative approaches for breast density estimation in digital and screen film mammograms
Basu et al. Artefact removal and edge detection from medical image

Legal Events

Date Code Title Description
EEER Examination request